{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-means实战——对地理位置进行聚类\n",
    "\n",
    "K-means\n",
    "\n",
    "优点：容易实现。\n",
    "\n",
    "缺点：可能收敛到局部最小值，在大规模数据集上收敛慢。\n",
    "\n",
    "适用数据类型：数值型数据。\n",
    "\n",
    "**算法流程**\n",
    "\n",
    "创建K个点作为起始质心（随机选择）\n",
    "当任意一个点的簇分配结果发生改变时\n",
    "    对数据集中的每个数据点\n",
    "        对每个质心\n",
    "            计算质心与数据点之间的距离\n",
    "        将数据点分配到距其最近的簇\n",
    "    对每个簇，计算簇中所有点的均值并将均值作为质心\n",
    "\n",
    "**实现流程**\n",
    "\n",
    "1. 收集数据\n",
    "2. 准备数据：使用数值型数据来计算距离，也可将标称型数据映射为二值数据后再用于距离计算\n",
    "3. 分析数据\n",
    "4. 训练算法：不适用于无监督学习，即无监督学习没有训练过程\n",
    "5. 测试算法：应用聚类算法，观察结果，可量化误差指标，如误差平方和进行评价\n",
    "6. 使用算法：使用簇质心代表整个簇的数据做出决策"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "def loadDataSet(fileName):\n",
    "    dataMat = []\n",
    "    with open(fileName) as fr:\n",
    "        for line in fr.readlines():\n",
    "            curLine = line.strip().split('\\t')\n",
    "            fltLine = list(map(float, curLine))\n",
    "            dataMat.append(fltLine)\n",
    "        return dataMat\n",
    "def distEclud(vecA, vecB):\n",
    "    return sqrt(sum(power(vecA - vecB, 2)))\n",
    "\n",
    "def randCent(dataSet, k):\n",
    "    n = shape(dataSet)[1]\n",
    "    centroids = mat(zeros((k, n)))\n",
    "    #构建质心\n",
    "    for j in range(n):\n",
    "        minJ = min(dataSet[:,j])\n",
    "        rangeJ = float(max(dataSet[:,j]) - minJ)\n",
    "        centroids[:,j] = minJ + rangeJ * random.rand(k,1)\n",
    "    return centroids\n",
    "dataMat = mat(loadDataSet('testSet.txt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[-5.379713]])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(dataMat[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[-4.232586]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(dataMat[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[4.838138]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(dataMat[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[5.1904]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(dataMat[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[-2.29935078,  0.18891977],\n",
       "        [-4.20081364,  4.16545085]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "randCent(dataMat, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.184632816681332"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distEclud(dataMat[0], dataMat[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kMeans(dataSet, k, distMeas=distEclud, createCent=randCent):\n",
    "    m = shape(dataSet)[0]\n",
    "    clusterAssment = mat(zeros((m, 2))) #0保存属于哪个质心，1保存SSE\n",
    "    centroids = createCent(dataSet, k)\n",
    "    clusterChanged = True\n",
    "    while clusterChanged:\n",
    "        clusterChanged = False\n",
    "        #更新每个样本所属质心和最短距离平方\n",
    "        for i in range(m):\n",
    "            minDist, minIndex = float('inf'), -1\n",
    "            for j in range(k):\n",
    "                curDist = distMeas(centroids[j,:], dataSet[i,:])\n",
    "                if curDist < minDist:minDist, minIndex = curDist, j\n",
    "            if clusterAssment[i, 0] != minIndex:clusterChanged=True\n",
    "            clusterAssment[i,:] = minIndex, minDist**2\n",
    "#         print(centroids)\n",
    "        #更新质点\n",
    "        for cent in range(k):\n",
    "            curClust = dataSet[nonzero(clusterAssment[:,0].A == cent)[0]]\n",
    "            centroids[cent,:] = mean(curClust, axis=0)\n",
    "    return centroids, clusterAssment #返回质心和包含每个结点属于哪个质心的列表    \n",
    "myCentroids, clustAssing = kMeans(dataMat, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def biKmeans(dataSet, k, distMeas=distEclud):\n",
    "    m = shape(dataSet)[0]\n",
    "    clusterAssment = mat(zeros((m,2)))\n",
    "    #1.创建一个初始簇\n",
    "    centroid0 = mean(dataSet, axis=0).tolist()[0]\n",
    "    centList = [centroid0]\n",
    "    for j in range(m):\n",
    "        clusterAssment[:,1] = distMeas(mat(centroid0), dataSet[j,:]) ** 2\n",
    "    while (len(centList) < k):\n",
    "        lowestSSE = float('inf')\n",
    "        #2.尝试划分每一簇\n",
    "        for i in range(len(centList)):\n",
    "            ptsInCurrCluster = dataSet[nonzero(clusterAssment[:,0].A==i)[0],:]\n",
    "            centroidMat, splitClustAss = kMeans(ptsInCurrCluster, 2, distMeas)\n",
    "            sseSplit = sum(splitClustAss[:, 1])\n",
    "            sseNotSplit = sum(clusterAssment[nonzero(clusterAssment[:,0].A != i)[0], 1])\n",
    "#             print(\"sseSplit, and notSplit: \", sseSplit, sseNotSplit)\n",
    "            if sseSplit + sseNotSplit < lowestSSE:\n",
    "                bestCentToSplit = i\n",
    "                bestNewCents = centroidMat\n",
    "                bestClustAss = splitClustAss.copy()\n",
    "                lowestSSE = sseSplit + sseNotSplit\n",
    "        #3.更新簇的分配结果\n",
    "        bestClustAss[nonzero(bestClustAss[:,0].A==1)[0], 0] = len(centList)\n",
    "        bestClustAss[nonzero(bestClustAss[:,0].A==0)[0], 0] = bestCentToSplit\n",
    "#         print('the bestCentToSplit is:', bestCentToSplit)\n",
    "#         print('the len of bestClustAss is:', len(bestClustAss))\n",
    "        centList[bestCentToSplit] = bestNewCents[0, :]\n",
    "        centList.append(bestNewCents[1,:])\n",
    "        clusterAssment[nonzero(clusterAssment[:,0].A==bestCentToSplit)[0],:]=bestClustAss\n",
    "    return array(centList), clusterAssment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[-2.46154315,  2.78737555]],\n",
       "\n",
       "       [[ 2.65077367, -2.79019029]],\n",
       "\n",
       "       [[-3.53973889, -2.89384326]],\n",
       "\n",
       "       [[ 2.6265299 ,  3.10868015]]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myCentroids, clustAssing = biKmeans(dataMat, 4)\n",
    "myCentroids"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 示例：对地理数据应用二分K-Means算法\n",
    "\n",
    "1. 收集数据：使用地图API获取数据\n",
    "2. 准备数据：保留经纬度信息\n",
    "3. 分析数据：用matplotlib构建二维数据图，包含簇和地图\n",
    "4. 训练算法：不适用无监督学习\n",
    "5. 测试算法：使用biKmeans()函数\n",
    "6. 使用算法：输出包含簇及簇中心的地图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#球面距离计算\n",
    "def distSLC(vecA, vecB):\n",
    "    a = sin(vecA[0,1]*pi/180) * sin(vecB[0,1]*pi/180)\n",
    "    b = cos(vecA[0,1]*pi/180) * cos(vecB[0,1]*pi/180) * cos(pi*(vecB[0,0]-vecA[0,0])/180)\n",
    "    return arccos(a+b)*6371.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "#在地图图片的基础上，画样本点和质心的散点图\n",
    "def clusterClubs(numClust=5):\n",
    "    datList = []\n",
    "    for line in open('places.txt').readlines():\n",
    "        lineArr = line.split('\\t')\n",
    "        datList.append([float(lineArr[4]), float(lineArr[3])])\n",
    "    datMat = mat(datList)\n",
    "    myCentroids, clustAssing = biKmeans(datMat, numClust, distMeas=distSLC)\n",
    "    fig = plt.figure()\n",
    "    rect = [0.1, 0.1, 0.8, 0.8]\n",
    "    scatterMarkers = ['s', 'o', '^', '8', 'p', 'd', 'v', 'h', '>', '<']\n",
    "    axprops = dict(xticks=[], yticks=[])\n",
    "    ax0 = fig.add_axes(rect, label='ax0', **axprops)\n",
    "    imgP = plt.imread('Portland.png')\n",
    "    ax0.imshow(imgP)\n",
    "    ax1 = fig.add_axes(rect, label='ax1', frameon=False)\n",
    "    for i in range(numClust):\n",
    "        ptsInCurrCluster = datMat[nonzero(clustAssing[:,0].A==i)[0],:]\n",
    "        markerStyle = scatterMarkers[i % len(scatterMarkers)]\n",
    "        ax1.scatter(ptsInCurrCluster[:,0].flatten().A[0], ptsInCurrCluster[:,1].flatten().A[0],\n",
    "                    marker=markerStyle, s=90)\n",
    "    myCentroids = squeeze(myCentroids)\n",
    "    ax1.scatter(myCentroids[:,0].flatten(), myCentroids[:,1].flatten(),marker='+',s=300)\n",
    "    plt.show()\n",
    "clusterClubs(4)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
